Dataset statistics
Number of variables | 8 |
---|---|
Number of observations | 165 |
Missing cells | 0 |
Missing cells (%) | 0.0% |
Duplicate rows | 0 |
Duplicate rows (%) | 0.0% |
Total size in memory | 11.6 KiB |
Average record size in memory | 71.8 B |
Variable types
Numeric | 7 |
---|---|
Categorical | 1 |
Dataset
Description | Sample |
---|---|
Author | 고려대학교 세종산학협력단 |
URL | https://www.bigdata-telecom.kr/invoke/SOKBP2603/?goodsCode=KRUPVEDEP00000000001 |
시도코드 is highly overall correlated with 평균 사교육비 and 5 other fields | High correlation |
평균 사교육비 is highly overall correlated with 시도코드 and 4 other fields | High correlation |
초등학교 사교육비 is highly overall correlated with 시도코드 and 4 other fields | High correlation |
중학교 사교육비 is highly overall correlated with 시도코드 and 4 other fields | High correlation |
고등학교 사교육비 is highly overall correlated with 시도코드 and 4 other fields | High correlation |
일반고등학교 사교육비 is highly overall correlated with 시도코드 and 4 other fields | High correlation |
시도명 is highly overall correlated with 시도코드 | High correlation |
Reproduction
Analysis started | 2023-12-10 06:36:13.994987 |
---|---|
Analysis finished | 2023-12-10 06:36:24.255425 |
Duration | 10.26 seconds |
Software version | ydata-profiling vv4.5.1 |
Download configuration | config.json |
기준년
Real number (ℝ)
Distinct | 10 |
---|---|
Distinct (%) | 6.1% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 2013.5758 |
Minimum | 2009 |
---|---|
Maximum | 2018 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.6 KiB |
Quantile statistics
Minimum | 2009 |
---|---|
5-th percentile | 2009 |
Q1 | 2011 |
median | 2014 |
Q3 | 2016 |
95-th percentile | 2018 |
Maximum | 2018 |
Range | 9 |
Interquartile range (IQR) | 5 |
Descriptive statistics
Standard deviation | 2.8800227 |
---|---|
Coefficient of variation (CV) | 0.0014303026 |
Kurtosis | -1.2223106 |
Mean | 2013.5758 |
Median Absolute Deviation (MAD) | 2 |
Skewness | -0.040335348 |
Sum | 332240 |
Variance | 8.2945307 |
Monotonicity | Increasing |
Value | Count | Frequency (%) |
2014 | 17 | |
2015 | 17 | |
2016 | 17 | |
2017 | 17 | |
2018 | 17 | |
2009 | 16 | |
2010 | 16 | |
2011 | 16 | |
2012 | 16 | |
2013 | 16 |
Value | Count | Frequency (%) |
2009 | 16 | |
2010 | 16 | |
2011 | 16 | |
2012 | 16 | |
2013 | 16 | |
2014 | 17 | |
2015 | 17 | |
2016 | 17 | |
2017 | 17 | |
2018 | 17 |
Value | Count | Frequency (%) |
2018 | 17 | |
2017 | 17 | |
2016 | 17 | |
2015 | 17 | |
2014 | 17 | |
2013 | 16 | |
2012 | 16 | |
2011 | 16 | |
2010 | 16 | |
2009 | 16 |
시도코드
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 17 |
---|---|
Distinct (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 36.727273 |
Minimum | 11 |
---|---|
Maximum | 50 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.6 KiB |
Quantile statistics
Minimum | 11 |
---|---|
5-th percentile | 11 |
Q1 | 29 |
median | 41 |
Q3 | 45 |
95-th percentile | 50 |
Maximum | 50 |
Range | 39 |
Interquartile range (IQR) | 16 |
Descriptive statistics
Standard deviation | 10.439351 |
---|---|
Coefficient of variation (CV) | 0.28423975 |
Kurtosis | -0.13397286 |
Mean | 36.727273 |
Median Absolute Deviation (MAD) | 7 |
Skewness | -0.74479128 |
Sum | 6060 |
Variance | 108.98004 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
11 | 10 | 6.1% |
26 | 10 | 6.1% |
50 | 10 | 6.1% |
48 | 10 | 6.1% |
47 | 10 | 6.1% |
46 | 10 | 6.1% |
45 | 10 | 6.1% |
44 | 10 | 6.1% |
43 | 10 | 6.1% |
42 | 10 | 6.1% |
Other values (7) | 65 |
Value | Count | Frequency (%) |
11 | 10 | |
26 | 10 | |
27 | 10 | |
28 | 10 | |
29 | 10 | |
30 | 10 | |
31 | 10 | |
36 | 5 | |
41 | 10 | |
42 | 10 |
Value | Count | Frequency (%) |
50 | 10 | |
48 | 10 | |
47 | 10 | |
46 | 10 | |
45 | 10 | |
44 | 10 | |
43 | 10 | |
42 | 10 | |
41 | 10 | |
36 | 5 |
시도명
Categorical
HIGH CORRELATION
 
Distinct | 17 |
---|---|
Distinct (%) | 10.3% |
Missing | 0 |
Missing (%) | 0.0% |
Memory size | 1.4 KiB |
서울 | 10 |
---|---|
부산 | 10 |
대구 | 10 |
인천 | 10 |
광주 | 10 |
Other values (12) |
Length
Max length | 2 |
---|---|
Median length | 2 |
Mean length | 2 |
Min length | 2 |
Unique
Unique | 0 ? |
---|---|
Unique (%) | 0.0% |
Sample
1st row | 서울 |
---|---|
2nd row | 부산 |
3rd row | 대구 |
4th row | 인천 |
5th row | 광주 |
Common Values
Value | Count | Frequency (%) |
서울 | 10 | 6.1% |
부산 | 10 | 6.1% |
대구 | 10 | 6.1% |
인천 | 10 | 6.1% |
광주 | 10 | 6.1% |
대전 | 10 | 6.1% |
울산 | 10 | 6.1% |
경기 | 10 | 6.1% |
강원 | 10 | 6.1% |
충북 | 10 | 6.1% |
Other values (7) | 65 |
Length
Value | Count | Frequency (%) |
서울 | 10 | 6.1% |
충북 | 10 | 6.1% |
제주 | 10 | 6.1% |
경남 | 10 | 6.1% |
경북 | 10 | 6.1% |
전남 | 10 | 6.1% |
전북 | 10 | 6.1% |
충남 | 10 | 6.1% |
강원 | 10 | 6.1% |
부산 | 10 | 6.1% |
Other values (7) | 65 |
평균 사교육비
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 100 |
---|---|
Distinct (%) | 60.6% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 222945.45 |
Minimum | 155000 |
---|---|
Maximum | 411000 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.6 KiB |
Quantile statistics
Minimum | 155000 |
---|---|
5-th percentile | 167000 |
Q1 | 187000 |
median | 213000 |
Q3 | 245000 |
95-th percentile | 321000 |
Maximum | 411000 |
Range | 256000 |
Interquartile range (IQR) | 58000 |
Descriptive statistics
Standard deviation | 46786.523 |
---|---|
Coefficient of variation (CV) | 0.20985637 |
Kurtosis | 1.9265617 |
Mean | 222945.45 |
Median Absolute Deviation (MAD) | 29000 |
Skewness | 1.2301546 |
Sum | 36786000 |
Variance | 2.1889787 × 109 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
203000 | 6 | 3.6% |
190000 | 5 | 3.0% |
187000 | 4 | 2.4% |
234000 | 4 | 2.4% |
276000 | 3 | 1.8% |
244000 | 3 | 1.8% |
213000 | 3 | 1.8% |
224000 | 3 | 1.8% |
174000 | 3 | 1.8% |
188000 | 3 | 1.8% |
Other values (90) | 128 |
Value | Count | Frequency (%) |
155000 | 1 | |
157000 | 1 | |
158000 | 1 | |
162000 | 1 | |
163000 | 1 | |
164000 | 2 | |
165000 | 1 | |
167000 | 2 | |
168000 | 2 | |
171000 | 1 |
Value | Count | Frequency (%) |
411000 | 1 | |
391000 | 1 | |
352000 | 1 | |
338000 | 1 | |
335000 | 1 | |
331000 | 1 | |
328000 | 2 | |
321000 | 2 | |
312000 | 1 | |
303000 | 1 |
초등학교 사교육비
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 94 |
---|---|
Distinct (%) | 57.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 219412.12 |
Minimum | 145000 |
---|---|
Maximum | 365000 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.6 KiB |
Quantile statistics
Minimum | 145000 |
---|---|
5-th percentile | 163600 |
Q1 | 192000 |
median | 217000 |
Q3 | 240000 |
95-th percentile | 289600 |
Maximum | 365000 |
Range | 220000 |
Interquartile range (IQR) | 48000 |
Descriptive statistics
Standard deviation | 38008.181 |
---|---|
Coefficient of variation (CV) | 0.17322735 |
Kurtosis | 0.99911737 |
Mean | 219412.12 |
Median Absolute Deviation (MAD) | 25000 |
Skewness | 0.74428371 |
Sum | 36203000 |
Variance | 1.4446218 × 109 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
203000 | 6 | 3.6% |
217000 | 4 | 2.4% |
204000 | 4 | 2.4% |
191000 | 4 | 2.4% |
188000 | 4 | 2.4% |
218000 | 4 | 2.4% |
163000 | 3 | 1.8% |
252000 | 3 | 1.8% |
216000 | 3 | 1.8% |
284000 | 3 | 1.8% |
Other values (84) | 127 |
Value | Count | Frequency (%) |
145000 | 2 | |
155000 | 1 | 0.6% |
157000 | 1 | 0.6% |
159000 | 1 | 0.6% |
161000 | 1 | 0.6% |
163000 | 3 | |
166000 | 1 | 0.6% |
168000 | 1 | 0.6% |
169000 | 2 | |
171000 | 2 |
Value | Count | Frequency (%) |
365000 | 1 | 0.6% |
341000 | 1 | 0.6% |
305000 | 1 | 0.6% |
304000 | 1 | 0.6% |
300000 | 1 | 0.6% |
299000 | 1 | 0.6% |
296000 | 2 | |
291000 | 1 | 0.6% |
284000 | 3 | |
283000 | 1 | 0.6% |
중학교 사교육비
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 99 |
---|---|
Distinct (%) | 60.0% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 251678.79 |
Minimum | 183000 |
---|---|
Maximum | 417000 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.6 KiB |
Quantile statistics
Minimum | 183000 |
---|---|
5-th percentile | 199200 |
Q1 | 220000 |
median | 240000 |
Q3 | 276000 |
95-th percentile | 333600 |
Maximum | 417000 |
Range | 234000 |
Interquartile range (IQR) | 56000 |
Descriptive statistics
Standard deviation | 43815.159 |
---|---|
Coefficient of variation (CV) | 0.17409158 |
Kurtosis | 1.4151838 |
Mean | 251678.79 |
Median Absolute Deviation (MAD) | 27000 |
Skewness | 1.114295 |
Sum | 41527000 |
Variance | 1.9197681 × 109 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
223000 | 6 | 3.6% |
213000 | 5 | 3.0% |
228000 | 5 | 3.0% |
226000 | 4 | 2.4% |
291000 | 4 | 2.4% |
217000 | 3 | 1.8% |
247000 | 3 | 1.8% |
202000 | 3 | 1.8% |
225000 | 3 | 1.8% |
273000 | 3 | 1.8% |
Other values (89) | 126 |
Value | Count | Frequency (%) |
183000 | 1 | 0.6% |
188000 | 1 | 0.6% |
191000 | 1 | 0.6% |
192000 | 1 | 0.6% |
193000 | 1 | 0.6% |
195000 | 2 | |
198000 | 1 | 0.6% |
199000 | 1 | 0.6% |
200000 | 1 | 0.6% |
202000 | 3 |
Value | Count | Frequency (%) |
417000 | 1 | |
415000 | 1 | |
370000 | 1 | |
355000 | 1 | |
349000 | 2 | |
340000 | 1 | |
335000 | 1 | |
334000 | 1 | |
332000 | 2 | |
326000 | 1 |
고등학교 사교육비
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 111 |
---|---|
Distinct (%) | 67.3% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 201224.24 |
Minimum | 105000 |
---|---|
Maximum | 484000 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.6 KiB |
Quantile statistics
Minimum | 105000 |
---|---|
5-th percentile | 117000 |
Q1 | 140000 |
median | 196000 |
Q3 | 233000 |
95-th percentile | 371000 |
Maximum | 484000 |
Range | 379000 |
Interquartile range (IQR) | 93000 |
Descriptive statistics
Standard deviation | 74572.387 |
---|---|
Coefficient of variation (CV) | 0.37059345 |
Kurtosis | 1.5315345 |
Mean | 201224.24 |
Median Absolute Deviation (MAD) | 50000 |
Skewness | 1.2086848 |
Sum | 33202000 |
Variance | 5.5610409 × 109 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
225000 | 5 | 3.0% |
206000 | 4 | 2.4% |
130000 | 4 | 2.4% |
135000 | 4 | 2.4% |
127000 | 4 | 2.4% |
202000 | 3 | 1.8% |
131000 | 3 | 1.8% |
141000 | 3 | 1.8% |
198000 | 3 | 1.8% |
158000 | 2 | 1.2% |
Other values (101) | 130 |
Value | Count | Frequency (%) |
105000 | 1 | |
107000 | 1 | |
111000 | 1 | |
114000 | 1 | |
115000 | 2 | |
116000 | 2 | |
117000 | 2 | |
118000 | 2 | |
119000 | 1 | |
121000 | 1 |
Value | Count | Frequency (%) |
484000 | 1 | |
445000 | 1 | |
417000 | 1 | |
385000 | 1 | |
383000 | 1 | |
377000 | 1 | |
374000 | 1 | |
372000 | 1 | |
371000 | 2 | |
361000 | 1 |
일반고등학교 사교육비
Real number (ℝ)
HIGH CORRELATION
 
Distinct | 120 |
---|---|
Distinct (%) | 72.7% |
Missing | 0 |
Missing (%) | 0.0% |
Infinite | 0 |
Infinite (%) | 0.0% |
Mean | 239363.64 |
Minimum | 122000 |
---|---|
Maximum | 566000 |
Zeros | 0 |
Zeros (%) | 0.0% |
Negative | 0 |
Negative (%) | 0.0% |
Memory size | 1.6 KiB |
Quantile statistics
Minimum | 122000 |
---|---|
5-th percentile | 145400 |
Q1 | 172000 |
median | 232000 |
Q3 | 276000 |
95-th percentile | 420800 |
Maximum | 566000 |
Range | 444000 |
Interquartile range (IQR) | 104000 |
Descriptive statistics
Standard deviation | 83088.778 |
---|---|
Coefficient of variation (CV) | 0.34712364 |
Kurtosis | 1.6236164 |
Mean | 239363.64 |
Median Absolute Deviation (MAD) | 55000 |
Skewness | 1.218737 |
Sum | 39495000 |
Variance | 6.903745 × 109 |
Monotonicity | Not monotonic |
Value | Count | Frequency (%) |
174000 | 4 | 2.4% |
175000 | 4 | 2.4% |
169000 | 3 | 1.8% |
240000 | 3 | 1.8% |
185000 | 3 | 1.8% |
268000 | 3 | 1.8% |
171000 | 3 | 1.8% |
167000 | 3 | 1.8% |
285000 | 3 | 1.8% |
269000 | 3 | 1.8% |
Other values (110) | 133 |
Value | Count | Frequency (%) |
122000 | 1 | |
124000 | 1 | |
130000 | 1 | |
132000 | 1 | |
133000 | 1 | |
135000 | 1 | |
142000 | 2 | |
145000 | 1 | |
147000 | 1 | |
150000 | 2 |
Value | Count | Frequency (%) |
566000 | 1 | |
518000 | 1 | |
470000 | 1 | |
436000 | 1 | |
433000 | 1 | |
429000 | 1 | |
427000 | 2 | |
421000 | 1 | |
420000 | 1 | |
411000 | 1 |
기준년 | 시도코드 | 시도명 | 평균 사교육비 | 초등학교 사교육비 | 중학교 사교육비 | 고등학교 사교육비 | 일반고등학교 사교육비 | |
---|---|---|---|---|---|---|---|---|
기준년 | 1.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.000 | 0.292 | 0.253 |
시도코드 | 0.000 | 1.000 | 1.000 | 0.751 | 0.674 | 0.674 | 0.700 | 0.672 |
시도명 | 0.000 | 1.000 | 1.000 | 0.822 | 0.725 | 0.795 | 0.745 | 0.735 |
평균 사교육비 | 0.000 | 0.751 | 0.822 | 1.000 | 0.840 | 0.941 | 0.886 | 0.871 |
초등학교 사교육비 | 0.000 | 0.674 | 0.725 | 0.840 | 1.000 | 0.757 | 0.928 | 0.928 |
중학교 사교육비 | 0.000 | 0.674 | 0.795 | 0.941 | 0.757 | 1.000 | 0.770 | 0.783 |
고등학교 사교육비 | 0.292 | 0.700 | 0.745 | 0.886 | 0.928 | 0.770 | 1.000 | 0.979 |
일반고등학교 사교육비 | 0.253 | 0.672 | 0.735 | 0.871 | 0.928 | 0.783 | 0.979 | 1.000 |
기준년 | 시도코드 | 평균 사교육비 | 초등학교 사교육비 | 중학교 사교육비 | 고등학교 사교육비 | 일반고등학교 사교육비 | 시도명 | |
---|---|---|---|---|---|---|---|---|
기준년 | 1.000 | -0.006 | 0.273 | 0.129 | 0.267 | 0.405 | 0.367 | 0.000 |
시도코드 | -0.006 | 1.000 | -0.657 | -0.535 | -0.524 | -0.696 | -0.717 | 0.971 |
평균 사교육비 | 0.273 | -0.657 | 1.000 | 0.912 | 0.889 | 0.926 | 0.905 | 0.495 |
초등학교 사교육비 | 0.129 | -0.535 | 0.912 | 1.000 | 0.739 | 0.739 | 0.708 | 0.383 |
중학교 사교육비 | 0.267 | -0.524 | 0.889 | 0.739 | 1.000 | 0.789 | 0.768 | 0.458 |
고등학교 사교육비 | 0.405 | -0.696 | 0.926 | 0.739 | 0.789 | 1.000 | 0.986 | 0.398 |
일반고등학교 사교육비 | 0.367 | -0.717 | 0.905 | 0.708 | 0.768 | 0.986 | 1.000 | 0.388 |
시도명 | 0.000 | 0.971 | 0.495 | 0.383 | 0.458 | 0.398 | 0.388 | 1.000 |
기준년 | 시도코드 | 시도명 | 평균 사교육비 | 초등학교 사교육비 | 중학교 사교육비 | 고등학교 사교육비 | 일반고등학교 사교육비 | |
---|---|---|---|---|---|---|---|---|
0 | 2009 | 11 | 서울 | 331000 | 305000 | 326000 | 377000 | 433000 |
1 | 2009 | 26 | 부산 | 203000 | 197000 | 218000 | 198000 | 251000 |
2 | 2009 | 27 | 대구 | 251000 | 253000 | 291000 | 206000 | 235000 |
3 | 2009 | 28 | 인천 | 221000 | 231000 | 213000 | 211000 | 253000 |
4 | 2009 | 29 | 광주 | 209000 | 230000 | 228000 | 151000 | 185000 |
5 | 2009 | 30 | 대전 | 234000 | 249000 | 217000 | 225000 | 268000 |
6 | 2009 | 31 | 울산 | 234000 | 251000 | 247000 | 190000 | 231000 |
7 | 2009 | 41 | 경기 | 269000 | 278000 | 293000 | 225000 | 281000 |
8 | 2009 | 42 | 강원 | 184000 | 188000 | 233000 | 124000 | 164000 |
9 | 2009 | 43 | 충북 | 173000 | 174000 | 208000 | 135000 | 175000 |
기준년 | 시도코드 | 시도명 | 평균 사교육비 | 초등학교 사교육비 | 중학교 사교육비 | 고등학교 사교육비 | 일반고등학교 사교육비 | |
---|---|---|---|---|---|---|---|---|
155 | 2018 | 36 | 세종 | 288000 | 262000 | 334000 | 311000 | 323000 |
156 | 2018 | 41 | 경기 | 321000 | 282000 | 332000 | 385000 | 429000 |
157 | 2018 | 42 | 강원 | 205000 | 189000 | 255000 | 188000 | 215000 |
158 | 2018 | 43 | 충북 | 244000 | 225000 | 291000 | 236000 | 307000 |
159 | 2018 | 44 | 충남 | 187000 | 177000 | 202000 | 191000 | 222000 |
160 | 2018 | 45 | 전북 | 209000 | 196000 | 245000 | 201000 | 239000 |
161 | 2018 | 46 | 전남 | 190000 | 191000 | 220000 | 166000 | 210000 |
162 | 2018 | 47 | 경북 | 214000 | 204000 | 264000 | 190000 | 227000 |
163 | 2018 | 48 | 경남 | 226000 | 223000 | 226000 | 233000 | 262000 |
164 | 2018 | 50 | 제주 | 232000 | 215000 | 282000 | 218000 | 255000 |